{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import all necessary libraries\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from scipy.optimize import curve_fit\n",
    "import pylab\n",
    "from IPython.display import Markdown, display\n",
    "import math\n",
    "from sympy import *\n",
    "from scipy.stats import chi2\n",
    "from lmfit import Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['axes.linewidth'] = 1.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#loading student loans data\n",
    "sloans_df = pd.read_csv(\"SLOANS.csv\", header=0, parse_dates=['DATE'])\n",
    "sloans_df = sloans_df.set_index('DATE')\n",
    "sloans_df[\"VALUES\"] = sloans_df[\"SLOANS\"]\n",
    "sloans_df.drop(columns=[\"SLOANS\"], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Miniconda3\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
      "\n",
      "To register the converters:\n",
      "\t>>> from pandas.plotting import register_matplotlib_converters\n",
      "\t>>> register_matplotlib_converters()\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#graphing student loan data\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(sloans_df.index, sloans_df[\"VALUES\"].values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VALUES</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATE</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1993-10-01</th>\n",
       "      <td>353.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-01-01</th>\n",
       "      <td>350.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-04-01</th>\n",
       "      <td>354.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-07-01</th>\n",
       "      <td>558.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-10-01</th>\n",
       "      <td>6865.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-01</th>\n",
       "      <td>1224371.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-01</th>\n",
       "      <td>1236272.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-01-01</th>\n",
       "      <td>1269571.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-04-01</th>\n",
       "      <td>1278347.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-01</th>\n",
       "      <td>1312855.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>104 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               VALUES\n",
       "DATE                 \n",
       "1993-10-01      353.0\n",
       "1994-01-01      350.0\n",
       "1994-04-01      354.0\n",
       "1994-07-01      558.0\n",
       "1994-10-01     6865.0\n",
       "...               ...\n",
       "2018-07-01  1224371.0\n",
       "2018-10-01  1236272.0\n",
       "2019-01-01  1269571.0\n",
       "2019-04-01  1278347.0\n",
       "2019-07-01  1312855.0\n",
       "\n",
       "[104 rows x 1 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#looking at the data values\n",
    "sloans_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#loading gdp data\n",
    "gdp_df = pd.read_csv(\"GDP.csv\", header=0, parse_dates=['DATE'])\n",
    "gdp_df = gdp_df.set_index('DATE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GDP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATE</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1947-01-01</th>\n",
       "      <td>243.164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947-04-01</th>\n",
       "      <td>245.968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947-07-01</th>\n",
       "      <td>249.585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947-10-01</th>\n",
       "      <td>259.745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948-01-01</th>\n",
       "      <td>265.742</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                GDP\n",
       "DATE               \n",
       "1947-01-01  243.164\n",
       "1947-04-01  245.968\n",
       "1947-07-01  249.585\n",
       "1947-10-01  259.745\n",
       "1948-01-01  265.742"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#looking at first few values\n",
    "gdp_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Removing gdp data before 1993 since thats when student loans data starts\n",
    "\n",
    "gdp_df = gdp_df[(gdp_df.index.year >= 1993)]\n",
    "\n",
    "gdp_df[\"VALUES\"] = gdp_df[\"GDP\"]\n",
    "gdp_df.drop(columns=[\"GDP\"], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#getting percent that student loans takes up of gdp\n",
    "\n",
    "new_df = sloans_df.div(gdp_df).div(10)[3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VALUES</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATE</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1993-10-01</th>\n",
       "      <td>0.005033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-01-01</th>\n",
       "      <td>0.004919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-04-01</th>\n",
       "      <td>0.004885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-07-01</th>\n",
       "      <td>0.007611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-10-01</th>\n",
       "      <td>0.092082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-01</th>\n",
       "      <td>5.900654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-01</th>\n",
       "      <td>5.915799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-01-01</th>\n",
       "      <td>6.017259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-04-01</th>\n",
       "      <td>5.990305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-01</th>\n",
       "      <td>6.094368</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>104 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              VALUES\n",
       "DATE                \n",
       "1993-10-01  0.005033\n",
       "1994-01-01  0.004919\n",
       "1994-04-01  0.004885\n",
       "1994-07-01  0.007611\n",
       "1994-10-01  0.092082\n",
       "...              ...\n",
       "2018-07-01  5.900654\n",
       "2018-10-01  5.915799\n",
       "2019-01-01  6.017259\n",
       "2019-04-01  5.990305\n",
       "2019-07-01  6.094368\n",
       "\n",
       "[104 rows x 1 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df.to_csv('dataset 1 - student loans over gdp.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAH/s6798OEs37Mq3LzwxfXrVVz0HOj0ndwAAAOg0VmzenS/ctjQvmD46zz5yZNVzoCY4uQMAAEDlmlta8717V+VztyxJz/q6fOS8Y6qeBDVD3AEAAKBSdz60MR//yaIsfnRnTj50aP7lxcdk9KCGqmdBzRB3AAAAqMSyjbvyiZ8uys8XbcghQ/vmq6+dmXOOGZWi8NpzOBjiDgAAAB1q+56m/OdtD+XSXy9PQ8/6vP/5R+ai0yeldw8PT4anQtwBAACgQzS3tOZ7v12Zf79lSbbtbcrfnHhI/v65UzNiQO+qp0FNE3cAAABodwvWbM+7r5qXhzbsyimTh+Yj5x2To8cOrHoWdAniDgAAAO1q8659efNls1OWyddeNzPPO9pzdaAtiTsAAAC0m5bWMu+6al42796fH7zltEwbN6jqSdDl1FU9AAAAgK7rC7c9lDsf2pSPvvgYYQfaibgDAABAu/jlko35j1sfystmjM8rT5xQ9RzossQdAAAA2tzabXvzzu/fl6kjB+Tj50/zjB1oRwf0zJ2iKJYn2ZmkJUlzWZaz2nMUAAAAtWt/c2vefuXc7G9uzZdfOyN9etVXPQm6tIN5oPKzy7Lc1G5LAAAA6BL+7cYHM3fltnzx1SfksBH9q54DXZ5rWQAAALSZG+avy7fueiQXnjYp5x07tuo50C0caNwpk/ysKIo5RVFc0p6DAAAAqE0Pb9yVf7j2dzl+wuB88AVHVT0Huo0DvZZ1elmWa4uiGJnklqIoHizL8pd//IHHo88lSY5Yt25dW+8EAACgE9u7vyVvvWJuevWoy5deMyO9ergoAh3lgP7XVpbl2se/35Dk+iQnPcFnvv74g5bnjBkzpk1HAgAA0HmVZZkP/fD+LNmwM5975fEZN7hP1ZOgW3nSuFMURb+iKAb8/uskz0uyoL2HAQAAUBuuundVfjB3Td5x1uE584iRVc+BbudArmWNSnJ9URS///yVZVne1K6rAAAA6FTKsszm3fuzbltj1mzbm3Xb92bd9sas3bY3P1v4aJ4xZXjeefbhVc+EbulJ405ZlsuSHNcBWwAAAOgkmlta85mfLcm8VVuzbntj1m1vzP7m1j/5TK8edRkzqCFnHD4i//ay6amvKypaC93bgT5QGQAAgG7kO79enq/e8XCOmzA4x44fnHOPaciYQQ0ZM7hPxg7qkzGDGzKsX688fssDqJC4AwAAwJ9YtWVPPvuzJTn7yJH5xhtmCTjQyXk3HQAAAH9QlmU+/MMFKYrko+dPE3agBog7AAAA/MF//25t7liyMe993hFeaQ41QtwBAAAgSbJtz/589McLc9z4QXnDaZOqngMcIM/cAQAAIEnyrzcsyra9Tbn84pO9+QpqiJM7AAAA5NdLN+WaOatzyRmTc/TYgVXPAQ6CuAMAANDNNTa15IPX35+Jw/rmnWcfXvUc4CC5lgUAANDNfeG2h7J8855ccfHJaehZX/Uc4CA5uQMAANCNPbh+R752x7K8bMb4POPw4VXPAZ4CcQcAAKCbamkt8/7r7s/APj3zoRceVfUc4CkSdwAAALqpK+5ZkXmrtuWfzjsqQ/v1qnoO8BSJOwAAAN3Q2m1786mbHswzDx+e848fV/Uc4GkQdwAAALqZsizzkR8tSEtZ5l/Pn56iKKqeBDwN4g4AAEA3c9OC9fn5og35++dOzSHD+lY9B3iavAodAACgG9jX3JJfPbQpP71/fW5asC5HjxmYN55+aNWzgDYg7gAAAHRRjU0t+eWSjblxwfr8fOGj2bmvOQMaeuScaaPzzrMPT496lzmgKxB3AAAAupDGppbcvnhjfnr/uty66NHs3t+SQX165txpo/OCY8fk9MOGp1cPUQe6EnEHAACgC2htLfOxGxbmqntXZc/+lgzp2zMvOm5snj99TE47bFh6OqUDXZa4AwAA0AV8/c5l+fZdy3P+8WPz8pkTcsrkoa5dQTch7gAAANS43yzbnE/fvDgvnD4mn3vl8V5tDt2MjAsAAFDDNu7cl3d8774cMrRv/u1l04Ud6IbEHQAAgBrV0lrmnd+/Lzsam/KV187IgIaeVU8CKuBaFgAAQI36/M+X5NcPb86nX35sjhw9sOo5QEWc3AEAAKhBv1i8IV+4bWkumDU+r5g1oeo5QIXEHQAAgBqzZtvevPuqeTly9IB89H9Nq3oOUDFxBwAAoIbsb27N2747N80tZb7y2plp6Flf9SSgYp65AwAAUEM+eeOizFu1LV9+zYwcOrxf1XOATsDJHQAAgBpxw/x1+fZdy3PR6ZPyguljqp4DdBLiDgAAQA1YtnFX/vG6+TnhkMH5wPOPqnoO0ImIOwAAAJ3c3v0teet356ZHfZEvvnpGevXwRzng//PMHQAAgIos3bAzn7l5SXbvb05La5nm1vKPvm9Nc8tjX+9sbMqGnfvy7QtPzLjBfaqeDXQy4g4AAEAFyrLMB35wfxat25kpI/unZ32R+roivXrWp76uSI+6Ij3qi/Soq0t9XZEzjxiRM48YWfVsoBMSdwAAACpwx5KNuXf51nzs/Gl53SkTq54D1DAXNQEAADpYWZb5zM8WZ/yQPnnlrAlVzwFqnLgDAADQwW5asD4L1uzIu58z1cORgafNryIAAAAdqKW1zGdvWZIpI/vn/BPGVT0H6ALEHQAAgA70w/vWZOmGXXnPc6emvq6oeg7QBYg7AAAAHWR/c2s+f+uSTBs3MOdOG131HKCLEHcAAAA6yFWzV2XVlr157/OOSFE4tQO0DXEHAACgA+zd35Iv3PpQTpw0JM+aOqLqOUAXIu4AAAB0gMvvWZ4NO/flfecc6dQO0KbEHQAAgHa2s7EpX7794ZwxdUROOnRo1XOALkbcAQAAaGff/NUj2banKe973hFVTwG6IHEHAACgHW3dvT/fuPORnHvM6EwfP6jqOUAXJO4AAAC0o6/e8XB272/Oe543teopQBcl7gAAALSTR3c05ju/Xp6XnDAuh48aUPUcoIsSdwAAANrJF29bmpbWMu8626kdoP2IOwAAAO1g5eY9+d5vV+ZvTpqQQ4b1rXoO0IWJOwAAAO3g87cuSX1dkXecdXjVU4AurkfVAwAAALqKltYyD6zdnjsf2pQf3rcmb3rm5Iwa2FD1LKCLE3cAAACeorIss3TDrty1dFN+/fDm3LNsc3Y0NidJjp8wOH/3rMMqXgh0B+IOAADAQVi9dc8fYs6vH96cjTv3JUkmDO2TF0wfk1MPG5bTDhueEQN6V7wU6C7EHQAAgAN08wPr85Yr5qS1TIb3753TpwzLaY/HnAlDPTQZqIa4AwAAcAC27N6fD11/f44aMzCfe+XxOXxk/xRFUfUsAHEHAADgQPyfHz+Q7XubcvnFJ2fqqAFVzwH4A69CBwAAeBK3LHw0P5q3Nm979pQcNWZg1XMA/oS4AwAA8Fds39OUD11/f44cPSBvPXNK1XMA/oxrWQAAAH/FR3+yMJt378+3LjwxvXr4/8eBzsevTAAAAH/BLxZvyHVzV+ctzzos08YNqnoOwBMSdwAAAJ7AjsamfOC6+zN1VP+842zXsYDOS9wBAAB4Ap+4YVE27GzMp19+XHr3qK96DsBfJO4AAAD8D3c+tDHfv3dV3nzG5Bw3YXDVcwD+KnEHAADgj+za15z3X3d/Jo/ol3c/Z2rVcwCelLdlAQAA/JF/u3FR1m7fm2v/7tQ09HQdC+j8nNwBAAB43K8f3pQr7lmZN55+aGZOHFr1HIADIu4AAAAk2bP/setYk4b1zXufd0TVcwAOmGtZAAAAST510+Ks3LInV11ySvr0ch0LqB3iDgAA0K1t2b0/H79hYX4wd03ecOrEnDx5WNWTAA6KuAMAAHRLZVnm+vvW5GM/WZidjc15x1lT8vazplQ9C+CgiTsAAEC3s2Lz7nzo+gX51dJNmXHI4HzypcfmiNEDqp4F8JSIOwAAQLfR1NKab9z5SD7/8yXpVV+Xj50/La856ZDU1RVVTwN4yg447hRFUZ9kdpI1ZVme136TAAAA2t59K7fmAz+4Pw+u35lzjxmdf3nxMRk9qKHqWQBP28Gc3HlnkkVJBrbTFgAAgDa3a19zPnPz4lx69/KMGtCQr71uZs45ZnTVswDazAHFnaIoxid5YZJ/TfL37boIAACgjbS0lnnV1+/JgrXb8/pTJua95xyRAQ09q54F0KYO9OTO55P8QxJPGAMAAGrG9+9dmfvXbM/nX3l8zj9hXNVzANpF3ZN9oCiK85JsKMtyzpN87pKiKGYnmblu3bq22gcAAPCUbN/TlM/cvDgnHzo0/+v4sVXPAWg3Txp3kpye5MVFUSxP8v0kZxVFccX//FBZll8vy3JWkjljxoxp25UAAAAH6fO3Lsn2vU35yIuOTlF4GxbQdT1p3CnL8gNlWY4vy3JSkr9JcltZlq9t92UAAABP0UOP7sxld6/I35x0SI4ZO6jqOQDt6kBO7gAAANSMsizz0Z8sTN9e9XnPc6dWPQeg3R1U3CnL8vayLM9rrzEAAABP162LNuTOhzbl3c+ZmmH9e1c9B6DdObkDAAB0GfuaW/LxGxZmysj+ed2pE6ueA9AhxB0AAKDL+PZdy7N8857803lHp2e9P+4A3YNf7QAAgC5hw87GfOHWh/Kco0bmWVNHVD0HoMOIOwAAQJfw6ZsWZ39Laz70wqOrngLQocQdAACg5v1u1bZcM2d13viMQ3Po8H5VzwHoUOIOAABQ08qyzL/8+IEM7987b3/2lKrnAHQ4cQcAAKhpP5q3Nvet3JZ/OPeIDGjoWfUcgA4n7gAAADVr977mfPLGRTl2/KC8fMb4qucAVELcAQAAatZXbn84j+7Yl39+0TGpqyuqngNQCXEHAACoSau27MnX71yWl5wwLjMnDql6DkBlxB0AAKDmbN29P39/9bzUF0X+8dwjq54DUKkeVQ8AAAA4GIvX78ybL5ud9dsb8+lXHJvRgxqqngRQKXEHAACoGTctWJ+/v3pe+vXuke//7SmZcYjrWADiDgAA0Om1tpb5wm1L87mfL8lxEwbna6+d6cQOwOPEHQAAoFPbva8577n6d7npgfV56Yxx+cRLpqehZ33VswA6DXEHAADotFZu3pNLLp+dJY/uzD+dd3TeePqkFIVXngP8MXEHAADolH69dFPeeuXclGVy6RtPyjMPH1H1JIBOSdwBAAA6lbIsc+mvl+djNyzK5OH98l+vn5VJw/tVPQug0xJ3AACATuU/bn0on//5Q3nu0aPyuVcen/69/bEF4K/xqyQAANBpbNy5L1+5/eG8cPqYfOFVJ6SuzvN1AJ5MXdUDAAAAfu8bdy5LU0tr3nvOEcIOwAESdwAAgE5h8659uezuFXnxcWNzqGfsABwwcQcAAOgUvvmrR9LY3JK3nzWl6ikANUXcAQAAKrdtz/5cdveKvGD6mEwZOaDqOQA1RdwBAAAq9627lmfXvua8w6kdgIMm7gAAAJXa0diUb9/1SM49ZnSOHD2w6jkANUfcAQAAKnXpXcuzs7HZs3YAniJxBwAAqMyufc355l2P5DlHjcy0cYOqngNQk8QdAACgMpffvSLb9jTlHWcdXvUUgJol7gAAAJXYs785/3Xnsjxr6ogcN2Fw1XMAapa4AwAAVOLK36zMlt3787/PdmoH4OkQdwAAgA7X2NSSr96xLKdPGZaZE4dUPQegpok7AABAh/v+b1dm0659+d+etQPwtIk7AABAh9rX/NipnZMOHZqTJw+reg5AzRN3AACADnXN7NVZv6Mx7/SsHYA2Ie4AAAAdZn9za75y+8OZOXFITjvMqR2AtiDuAAAAHeYHc1dnzba9ecdZU1IURdVzALoEcQcAAOgQTS2t+dLtS3Pc+EF51tQRVc8B6DLEHQAAoENc+ZuVWbVlb/732Yc7tQPQhsQdAACg3f3qoU352E8W5oypI3LWkSOrngPQpYg7AABAu1ry6M685Yo5OWxE/3zx1Sc4tQPQxsQdAACg3WzY2ZiLvn1vGnrV51sXnZiBDT2rngTQ5Yg7AABAu9i7vyVvvnR2tuzen2+94cSMG9yn6kkAXVKPqgcAAABdT2trmXdddV/mr9mer712ZqaPH1T1JIAuy8kdAACgzX3yxkW5+YFH808vPDrPO36de+UAACAASURBVGZ01XMAujRxBwAAaFOX37Mi/3XnI3nDqRNz0emTqp4D0OWJOwAAQJv5xeIN+ecfLcjZR47MR150jDdjAXQAcQcAAGgTC9fuyNu/OzdHjRmY/3zVCamvE3YAOoK4AwAAPG3rtzfmjd+5NwMaeuabbzgx/Xp7dwtARxF3AACAp2XP/uZcfOm92dnYlG9deGJGD2qoehJAtyKnAwAAT8u/3fhgFq7bkW+94cQcPXZg1XMAuh0ndwAAgKfsnmWbc9ndK3LRaYfm2UeOrHoOQLck7gAAAE/Jnv3N+cfr5mfisL553zlHVD0HoNtyLQsAAHhKPn3z4qzYvCffv+SU9OlVX/UcgG7LyR0AAOCgzV6+Jd/59fK8/tSJOWXysKrnAHRr4g4AAHBQGpta8g/Xzs+4wX3yj+ceWfUcgG7PtSwAAOCg/PstS7Js0+5c+aaT06+3P1IAVM3JHQAA4IDNXbk137hzWV598iE5bcrwqucAEHEHAAA4QI1NLXnfNb/L6IEN+cDzXccC6CycoQQAAA7If9z6UB7euDuXvvGkDGjoWfUcAB7n5A4AAPCk5q/elq//clkumDU+z5o6ouo5APwRcQcAAPir9jW35H3XzM+I/r3zoRceXfUcAP4H17IAAIC/6ou3Lc3iR3fm2xeemEF9XMcC6Gyc3AEAAP6iBWu258u3P5yXzhiXZx85suo5ADwBcQcAAHhCjU0ted+18zO0X6985DzXsQA6K3EHAAD4M+u3N+aVX7s7i9btyCdeMj2D+/aqehIAf4Fn7gAAAH9i7sqt+bvL52T3vuZ87XUz89yjR1U9CYC/QtwBAAD+4No5q/PBH9yfUYN65/KLT88RowdUPQmAJyHuAAAAaW5pzSdvfDDf/NUjOe2wYfnSq2dkSD9XsQBqgbgDAADd3PY9TXn79+bmzoc25cLTJuXDLzwqPeo9nhOgVog7AADQjT306M68+bLZWbNtbz71smNzwYkTqp4EwEESdwAAoJv6+cJH866r5qWhZ32+f8kpmTlxaNWTAHgKnjTuFEXRkOSXSXo//vlry7L85/YeBgAAtI+yLPPl2x/OZ362ONPGDsrXXjczYwf3qXoWAE/RgZzc2ZfkrLIsdxVF0TPJr4qiuLEsy3vaeRsAANAOfrV0Uz598+K86Lix+fTLj01Dz/qqJwHwNDxp3CnLskyy6/G/7Pn4t7I9RwEAAO3nS79YmlEDe+czrzg2vXsIOwC17oAegV8URX1RFPOSbEhyS1mWv2nfWQAAQHuYs2JL7lm2JW9+5mRhB6CLOKC4U5ZlS1mWxycZn+Skoiim/c/PFEVxSVEUs5PMXLduXRvPBAAA2sKXf/FwhvTtmVeddEjVUwBoIwcUd36vLMttSW5Pcu4T/NjXy7KclWTOmDFj2mYdAADQZhau3ZFbH9yQi04/NP16e3EuQFfxpHGnKIoRRVEMfvzrPkmek+TB9h4GAAC0ra/c8XD69arPG06dVPUUANrQgeT6MUkuLYqiPo/FoKvLsvxJ+84CAADa0iObdueG+Wvz5jMmZ1DfnlXPAaANHcjbsuYnOaEDtgAAAO3ka3c8nB71dbn4GYdWPQWANnZQz9wBAABqz7rte3Pd3NV55awJGTmgoeo5ALQxcQcAALq4//rlI2ktk0vOmFz1FADagbgDAABd2OZd+/K9367M+cePy4ShfaueA0A7EHcAAKAL+86vl6exuSVvOdOpHYCuStwBAIAuamdjU77z6+U595jRmTJyQNVzAGgn4g4AAHRRV9yzMjsbm/PWM6dUPQWAdiTuAABAF9TY1JJv/mpZzpg6ItPHD6p6DgDtSNwBAIAu6OrZq7Jp1/687czDqp4CQDsTdwAAoItpamnN1+5YllkTh+SkQ4dWPQeAdibuAABAF/OjeWuzZtvevO3ZU1IURdVzAGhn4g4AAHQhLa1lvnz70hw1ZmDOPGJE1XMA6ADiDgAAdCE/e2B9lm3cnbc9+zCndgC6CXEHAAC6iOWbdueztyzJocP75fnTxlQ9B4AO0qPqAQAAwNOze19zvvSLpfnGnY+kV4+6fOFVJ6S+zqkdgO5C3AEAgBpVlmV+PH9dPnHDoqzf0ZiXzhiX9597ZEYObKh6GgAdSNwBAIAatGjdjvzLfz+Q3zyyJceMHZgvveaEzJzotecA3ZG4AwAANWT7nqb8+y2Lc/k9KzKwT8/860um5W9OPMQ1LIBuTNwBAIAa0Npa5urZq/Kpmxdn2579efXJh+Q9zz0iQ/r1qnoaABUTdwAAoAb8838/kMvvWZFZE4fk//yvk3LM2EFVTwKgkxB3AACgk9vR2JRr5qzKS08Yl89ecFyKwhUsAP6/uqoHAAAAf90N89elsak1rz9tkrADwJ8RdwAAoJO7evaqHD6yf44b7yoWAH9O3AEAgE5s6YaduW/ltlwwa4JTOwA8IXEHAAA6sWtmr059XZHzTxhX9RQAOilxBwAAOqmmltZcN3dNzjpyZEYM6F31HAA6KXEHAAA6qTsWb8ymXfvyipnjq54CQCcm7gAAQCd1zZxVGd6/V5595MiqpwDQiYk7AADQCW3atS+3LtqQl5wwLj3r/Ws7AH+Z3yUAAKAT+uF9a9LcWuYVsyZUPQWATk7cAQCATqYsy1w9e1WOmzA4U0cNqHoOAJ2cuAMAAJ3M/NXbs+TRXblglgcpA/DkxB0AAOhkrpmzKr171OVFx42tegoANUDcAQCATqSxqSU/mrc2z582OgMbelY9B4AaIO4AAEAncvMD67OzsTkXeJAyAAdI3AEAgE7kmtmrM35In5wyeVjVUwCoEeIOAAB0Equ37sldD2/Ky2eOT11dUfUcAGqEuAMAAJ3EdXPWpCyTl83wliwADpy4AwAAnUBra5lr567K6VOGZcLQvlXPAaCGiDsAANAJ3PPI5qzasjevmOlBygAcHHEHAAA6gWtnr86Ahh45d9roqqcAUGPEHQAAqNiOxqb8dMG6vOi4sWnoWV/1HABqjLgDAAAVu2H+ujQ2teaCWa5kAXDwxB0AAKjY1bNX5fCR/XPc+EFVTwGgBok7AABQoaUbdua+ldtywawJKYqi6jkA1CBxBwAAKnTlb1alR12R808YV/UUAGqUuAMAABXZsKMxV/52RV583NiMGNC76jkA1ChxBwAAKvLl2x9OU0uZdz7n8KqnAFDDxB0AAKjA2m17c+VvVuYVM8dn4rB+Vc8BoIaJOwAAUIEv/mJpypR5+1lTqp4CQI0TdwAAoIOt3LwnV9+7Kq866ZCMH9K36jkA1DhxBwAAOth/3vZQ6uuKvO3ZTu0A8PSJOwAA0IGWbdyVH8xdndeeMjGjBjZUPQeALkDcAQCADvT5nz+U3j3q85YzD6t6CgBdhLgDAAAdZPH6nfnx/LW58PRJGd6/d9VzAOgixB0AAOggn//5kvTr1SOXPHNy1VMA6ELEHQAA6AAL1mzPjQvW5+JnHJoh/XpVPQeALkTcAQCADvC5W5ZkUJ+eufiZh1Y9BYAuRtwBAIB2dt/Krbn1wQ255IzJGdjQs+o5AHQx4g4AALSzf79lSYb265ULT5tU9RQAuiBxBwAA2tFvH9mSOx/alLc867D0692j6jkAdEHiDgAAtJOyLPOZny3OiAG989pTJlY9B4AuStwBAIB2ctfSzfntI1vytjMPS59e9VXPAaCLEncAAKAdlGWZz96yOGMHNeRVJx9S9RwAujBxBwAA2sHtSzbmvpXb8vazDk/vHk7tANB+xB0AAGgHV/12VUYO6J1XzBpf9RQAujhxBwAA2tie/c25fcmGnDttdHrW+1duANqX32kAAKCN/XLJxjQ2tebcaaOrngJANyDuAABAG7txwfoM7dcrJ00aWvUUALoBcQcAANrQvuaW3LZoQ5571Kj0cCULgA7gdxsAAGhDdy3dlJ37mnPudFeyAOgY4g4AALShmxasz4DePXL6YcOrngJANyHuAABAG2luac0tCx/N2UeNTK8e/lUbgI7xpL/jFEUxoSiKXxRFsagoigeKonhnRwwDAIBa85tHtmTrnqacO21M1VMA6EZ6HMBnmpO8pyzLuUVRDEgypyiKW8qyXNjO2wAAoKbcuGBd+vSsz7Omjqh6CgDdyJOe3CnLcl1ZlnMf/3pnkkVJxrX3MAAAqCWtrWVufuDRPPvIEenTq77qOQB0Iwd1EbgoiklJTkjym/YYAwAAtWruyq3ZuHNfzjnGW7IA6FgHHHeKouif5Lok7yrLcscT/PglRVHMTjJz3bp1bTgRAAA6vxsXrE+v+rqcdeTIqqcA0M0cUNwpiqJnHgs73y3L8gdP9JmyLL9eluWsJHPGjPEAOQAAuo+yLHPTgvV55uHDM6ChZ9VzAOhmDuRtWUWSbyZZVJblv7f/JAAAqC0L1uzImm17c840V7IA6HgHcnLn9CSvS3JWURTzHv/2gnbeBQAANePGBetSX1fkuUeNqnoKAN3Qk74KvSzLXyUpOmALAADUnN9fyTp18rAM6der6jkAdEMH9bYsAADgTz20YVeWbdrtShYAlRF3AADgabjx/vUpiuScY1zJAqAa4g4AADwNNy5Yl1kTh2TkgIaqpwDQTYk7AADwFC3ftDsPrt+Zc6eNqXoKAN2YuAMAAE/RTQ+sT+JKFgDVEncAAOApunHB+hw7flDGD+lb9RQAujFxBwAAnoK12/bmd6u25VxvyQKgYuIOAAA8BTcteOxK1rnHiDsAVEvcAQCAp+CmB9bniFEDMnlE/6qnANDNiTsAAHCQNu7cl3uXb3ElC4BOQdwBAICD9LOF61OWEXcA6BTEHQAAOEg3LVifScP65sjRA6qeAgDiDgAAHIxte/bn7oc359xpY1IURdVzAEDcAQCAA7V5176843v3pbm1zAunj6l6DgAkSXpUPQAAAGrB7OVb8vYr78uWPfvzby+dnunjB1U9CQCSiDsAAPBXlWWZb9z5SP7tpgczfkifXP/W03LMWGEHgM5D3AEAgL9g+96mvPea3+WWhY/m+dNG5/++/NgMbOhZ9SwA+BPiDgAAPIH7V2/PW6+ck3XbGvOR847ORadP8gBlADolcQcAAP5IWZa54jcr87EfL8zw/r1y9d+dmhmHDKl6FgD8ReIOAAA8bve+5nzw+vvzo3lrc+YRI/LvFxyfof16VT0LAP4qcQcAAJIseXRn3nLFnDyyaXfe+7ypeeuZU1JX5xoWAJ2fuAMAQLd37ZzV+fAP70//3j1zxcUn57Qpw6ueBAAHTNwBAKDb2ru/Jf/83wty9ezVOWXy0Pznq07IyAENVc8CgIMi7gAA0C09vHFX3vbduVn86M6846wpeddzpqbeNSwAapC4AwBAt/Pfv1ubD1w3P7171uc7F52UZ00dUfUkAHjKxB0AALqNxqaWfPyGhbninpWZNXFIvvDqEzJmUJ+qZwHA0yLuAADQLazcvCdvvXJOFqzZkb89Y3Lee84R6VlfV/UsAHjaxB0AALq8nz2wPu+55nepK4p84/Wz8pyjR1U9CQDajLgDAECXtnnXvrz9yvtyxOgB+fJrZmTC0L5VTwKANuUcKgAAXdr1963J/pbWfPaC44QdALokcQcAgC6rLMtcPXtVjpswOFNHDah6DgC0C3EHAIAua/7q7Vny6K5cMGt81VMAoN2IOwAAdFnXzFmV3j3q8qLjxlY9BQDajbgDAECX1NjUkh/NW5sXTB+TgQ09q54DAO1G3AEAoEu6+YH12dnYnFe4kgVAFyfuAADQJV09e1UmDO2TUw4dVvUUAGhX4g4AAF3Oqi17ctfSzXn5jAmpqyuqngMA7UrcAQCgy7l2zuoURfKymeOqngIA7U7cAQCgS2ltLXPtnNV5xpThGT+kb9VzAKDdiTsAAHQpdy/bnDXb9uYVsyZUPQUAOoS4AwBAl3L17FUZ2NAjzzt6VNVTAKBDiDsAAHQZ2/c05cYF63P+CePS0LO+6jkA0CHEHQAAuoz/nr82+5tbc4ErWQB0I+IOAABdxjWzV+XI0QNyzNiBVU8BgA4j7gAA0CU8uH5H5q/engtmTUhRFFXPAYAOI+4AANAlXDN7dXrWFzn/hHFVTwGADiXuAABQ8/Y3t+b6+9bkuUePytB+vaqeAwAdStwBAKDm3fbgo9mye39e4UHKAHRD4g4AADXv6tmrM3pgQ844fETVUwCgw4k7AADUtEd3NOb2xRvyspnjUl/nQcoAdD/iDgAANe26uavTWiYvn+lKFgDdk7gDAEDNKssy185enZMmDc2hw/tVPQcAKiHuAABQs+as2Jplm3bnFbPGVz0FACoj7gAAULOunr0q/XrV5wXTx1Q9BQAqI+4AAFCTVmzenR/OW5sXHz82/Xr3qHoOAFRG3AEAoOaUZZkP/3BBetfX5V3PmVr1HAColLgDAEDN+cn8dbnzoU157zlHZNTAhqrnAEClxB0AAGrKjsamfPQnCzN93KC89pSJVc8BgMq5nAwAQE357M2Ls3nXvnzrDSemvq6oeg4AVM7JHQAAasb81dty2T0r8vpTJ2X6+EFVzwGATkHcAQCgJjS3tOaD19+fEf175++f5yHKAPB74g4AADXh8ntWZMGaHfnIi47OwIaeVc8BgE5D3AEA4P+1d+/RcZ/1ncc/z9xnpJnR/WJdbOtix5c4sRMndhJyI8FAoKHLUqA9BQpLulugsL3sUugSupx2293eD122OSFQWg6cQkJDaYgTWkIakoATJ/FFTnyRZUuy7reRNDOa27N/zFiWHdmWbEmjkd6vkznzm2d++un7cx6P9Pv4+T3Pstc7FtefPXVUd2yo1H3X1ua7HAAAlhXCHQAAACx7X/pBm5LpjP7n/VtkDJMoAwAwE+EOAAAAlrUfv9GvfznYo0/d3aK15UX5LgcAgGWHcAcAAADLViyR1hceP6TmyiJ9/PamfJcDAMCy5Mp3AQAAAMDFfPnHx9Q5HNO3Pr5LXpcz3+UAALAsMXIHAAAAy9KxvnE99Gy73rujXruby/NdDgAAyxbhDgAAAJYda60+/0+HFPC49Ll3XpPvcgAAWNYIdwAAALCspDNWD//7Sf385LB+7x3XqLzYm++SAABY1phzBwAAAMtCLJHWd/d36av/3q6OoahuaS7XL93YkO+yAABY9gh3AAAAkFeDE1P6xgun9PcvdGgkmtR19WH9zS/v0J4t1XI4TL7LAwBg2btsuGOMeUTSuyT1W2u3Ln5JAAAAWA3aByb08HMn9ejLXZpKZXTPpio9cHuzdq4rlTGEOgAAzNVcRu58XdKXJX1jcUsBAADAavBSx7AeerZdTx/pk9vp0Ht31OljtzWppao436UBAFCQLhvuWGufNcasW/xSAAAAsJJNTKX0+e8d1OOvnlFJwK1P3dWiX929TpVBJkwGAOBqMOcOAAAAFt2Rnog+8c396hia1GfuadUDtzcp4OFXUQAAFsKC/UQ1xjwg6QFJG3t6ehbqsAAAAChg1lr940ud+sLjhxXyu/XN/7RLu5vL810WAAAryoKFO9bahyQ9ZIx5pra29o6FOi4AAAAKUzSR0u9/75Aee6Vbt7aU6y/fv51bsAAAWASMhQUAAMCCO9o3rt/45n6dGJjQZ+5p1afubpWTZc0BAFgUc1kK/VuS7pRUYYzpkvSgtfari10YAAAACtN3X+7S//inQyryOvUPH7tZt7ZU5LskAABWtLmslvXBpSgEAAAAhS2WSOsLjx/Sd17u0q6mMv31B7arKuTLd1kAAKx43JYFAACAq5JIZfRvr/frL54+qqP94/rNu1v06Xs2cBsWAABLhHAHAAAA82at1YGuMT26v0vff+2MRqNJVYe8+rtfu0m3b6jMd3kAAKwqhDsAAACYs56xmL73Srce29+t4/0T8rgcetvmar33hnq9paVCLqcj3yUCALDqEO4AAADgkqKJlJ463KdH93fpueODsla6cW2p/ugXr9V922oV9rvzXSIAAKsa4Q4AAABm1TsW11efa9e3ft6piamU6kr8+tRdLfoPO+q1rqIo3+UBAIAcwh0AAACc58TAhP72Jyf0vVe6lbHSfdfW6pdvbtRN68rkYJJkAACWHcIdAAAASJJe6xzVV545ob1tvfI4HfrgTY36+Fua1FAWyHdpAADgEgh3AAAAVjFrrZ47PqivPHNCz58YUsjn0ifubNFHbl2nimJvvssDAABzQLgDAACwgiRSGb3UMayhycR57WbG3VRG2Rfj8aT+4WendKg7ouqQV59/5yZ98OZGFXv5FREAgELCT24AAIACF02k9OzRAe093KcfHenTeDw1569tqijSn7z3Wr1ne528LuciVgkAABYL4Q4AAFh2MhmrB79/WE+19aoy6FV10KeqkE/VIa+qc89VQZ+qQz6VF3lW5SS/o9GEfnSkX3sP9+rZowOaSmVUEnBrz5Ya7dlSo/UV5+bJsfbc183YlMNI6yuK5VyFf34AAKwkhDsAAGDZ+aMnjujvXzylezZVKZ2x6hmL67WuUQ1OJN60r9Nh5HU5ZCQ5jJGy/8nhyN58ZIyRw2T3W1tWpE21QW2qDWlTbUgba4Lyuec+WsVaq4GJKXUOxzQ4MaXSgEdVQa+qQl4FPHP/tSqTsRqaTKh3LK4zYzH1jsUVT6blcTmyD2f22es6++yUx+WQ2+nQga5R7T3cqxfbh5XOWNWGffrAzgbt2VKjm9aXyeV0zLkOAACwMhDuAACAZeWhZ0/o4edO6iO3rNOD794sM2OymGQ6o4HxKfVF4uqLTKl/PK6+SFxTyYyssiNUrGz22drptoy1SqYzOjEwqe++3KXJRFrS2ZErRdNhz6baoJorizU8mVDXSExdIzF1jkRz21F1j8Q0lcrMWnfQ61JlyJsNe4K+6dDH43SoJxJX71hcPWNx9YzF1Dc2pUR69uPMRXNlkX799ibt2VKjbfXh8/6MAADA6kO4AwAAlo3H9nfpj554Xfdtq9UX3rX5TaGF2+nQmhK/1pT4r/h7ZDJWnSNRHemJqK1nXEd6Inq1c1Q/ONAz6/6lAbfqSwPaWB3UPZuqVV/qV32pX5XFPo1EE+ofz4ZM/ZFzz692jmZDp1wQ5HYa1YR9qg37taOxVLVhv2rDvtzDr5qwT0VepxKpjKZSmfOeE+nccyqjRDqtxrKAWqqCV3z+AABg5SHcAQAAy8Izb/Trv333gG5pLtef/9J1izaPjsNhtLa8SGvLi/T2rbXT7ZF4Uq/3jKtjcFJlRR41lAVUV+q/4pWjrLWKxFNKpjMqC8xtXqCA54q+FQAAWOUIdwAABWcqlVb3SEynh6PqHI6qcyQmn9up9RUBrS0v0vryIpUE3NyqUkBe6xzVb3xzvzZUB/W3v3pDXlZtCvncuml9mW5aX7YgxzPGKOx3L8ixAAAALoVwBwCwZMaiSf28Y1gvtg9paGJKfo9LfrdTfo9DfrdTPrdTAY/rvNdjsaQ6h6M6nXt0Dsd0Zix23uo/HpdDyXTmvLaQz6X1FdnRGesqirSuPKC15QGF/W4VeV3Zh8fFKkHLQPvAhH7t6/tUXuzR1z+6U0EfgQgAAMB8EO4AABZNJJ7UvpPZMOeF9iEdPhORtZLX5VBVyKt4MqN4Iq1oMq10xl7yWFVBrxrLArp5fZkaywNqLDv3qAx6lUhn1DkcU8fgpDqGso9TQ1G90jmiHxw4o4sd3ud2qHhG2FPkdSrs96i5skit1UG1VhWrpapYRfO8NWdyKqVTQ9lAanIqpYaybLhUFfQyomiG/khcH3rk5zKSvvHRm1UV9OW7JAAAgIJDuAMAuChrrXojcb3WOarj/RNyOrJLM/vczvOeve5z20OTCb14IhvmHOoeU8ZKHqdD2xtL9Om3tmp3U7mubyw577Yba62SaatYMq14Mq1YIq1YMq1oIq2gz6WG0oD8nkvfpuN1OdWSC2IuNJVKqyt3G9d4PKXJqexjIvc8mUif13Z6eFLPHh04bzWj+lK/NuTCntbqoDZUF6sy6FX3SEynhqI6NRzV6aHJ6RFGsy3ZLUl+t1ONuaBnbXlAjeW5UUVlRQp4nRqNJjUWS2g0msw+YkmNRRMajZ17XRpwa0N1UBurg9pQHVR9qf+K5qdJpTManEgo4HUq6HUteegUiSf14a/t0/BkQt9+YJfWVxQt6fcHAABYKQh3AADTRiYTOtA9pgOdo3qta1SvdY1pYHxq3sdxO422N5Tqk3e1aFdzuXY0lsrnvng4Y4yRx2XkcTkWZY4Sr8up5spiNVe+Ofi5mFQ6o1PDUR3rG9fRvgkd65/Qsb5xPXdscNYlrI2R1oT9aiwL6J5N1dMjddaWFanI61TnSEynhybVMRTVqaGoTg5O6idHBy66rPaFxw753CoNuBXyu3Wif0KPv3pm+n2/26kN1cXakAt7NtRkQ6h0xk4vvX12Ge7esXhuWe6YBsanpkc0+dwOVQV9qg5ll/GuDHpVHcou510d8qkk4FYkng2YRqLZ8GlkMqGRXBg1kmuXpE21IW1dE9a1dWFtrQupZJZZgqdSaf36N17Wsb5xPfKRndpWXzLn/zcAAAA4H+EOAKwyk1Op7NLNkbj6x6fUMxbTwe6IXusc1enh6PR+TZVFektLhbbVh7WtoUSbakIyRoon05pKZWZ/TmYU8Dq1vaH0siNtljuX0zEdCL1967n2VDqjjqGojvePa2AiofoSvxrLA6ov9V9yEuCmymJJlee1ZTJWfePx7MifoUnFEmmVFnkU9rtVEvCoxO9WScCtoM/9prmBIvGkjvVN6Gjf+PTjx28M6Dsvd120hmKvS7Vhn2rCPm2srlRN2K+qoFfRRCq3jPeU+iJxHemJ6CdHpzQxlbrkn5Hf7VRpwK1wwKPSgFubakJKZTJ6rXNU/zJjWfH6Un827KkPa8uakLasCeuL/3xYL7QP6S/ff71u31B5ie8CAACAyyHcAYAV6OTgpJ55o19dI7HpIGdgPHvxPtsF+5qwT9vq5pqBggAAFhxJREFUS/TBmxp1XX1YW+vDCl1kUttLjcBZDVxOx0Vv/5ovh8OoNuxXbdivXU3l8/rakM+tG9aW6oa1pee1D08mdLRvXMf6J+R1OlQT9k0HOvOdqHhmEDgaSyroc6k04FFpwKOSgPuSfWE0mtCh7ogOnRnTwe4xHe4e05OHe8/b5/Pv3KT3bK+bV00AAAB4M8IdAFgBrLVq64lo7+E+7T3Uqzf6xiVlb7U5e2vNptqQbt/gVVXutpuqYHa7JuSb9bYZFKayIo92NZXPOyyaTZHXpfVe1xXNhVMS8Oi21grd1lox3TYWS6rtTESHusdUEfToF7fXX3WNAAAAINwBgIKVyVjtPz2ivYd79eThXnUOx2SMtHNdmb7wrs26d3O16kv9rMyEZSPsd2t3c7l2N1998AQAAIBzCHcAoEBE4kl151Z8evbogJ5q69PA+JTcTqNbWyr0iTtbdM/malUUe/NdKgAAAIAlRLgDAMtENJHS0b4JdY/E1D0azT3H1JV7Ho+fmyvH73bqrmsqtWdLje66puqi8+MAAAAAWPkIdwAgj5LpjJ47NqjHX+3WU219iibS0+8FfS7VlfhVX+rXzevLtKbEr7pSv+pK/NpUG1r1ExsDAAAAyCLcAYAlZm12rpx/euWM/uVgj4YnEwr73br/+jrdtbFSDWUB1ZX6GY0DAAAAYE4IdwBgiRztG9fjr3br8VfPqGskJq/LoXs3V+v+6+t0x4ZKeVyOfJcIAAAAoAAR7gDAFeodi+tA16hiybSmkhlNpdKKJzOKJ9OKz9xOZtTWE9GRnogcRrqttVK/de8GvW1LjYq9fAwDAAAAuDpcVQDAPHQOR/XDQz364aFevXJ69KL7OR1GPpdDPrdTPrdTtWGfvvjuzbpv2xpVBlnNCgAAAMDCIdwBgMs4MTChJw/16omDPTp8JiJJ2loX0u/u2ahbWypU7HXJ5z4X5PhcDrmc3GIFAAAAYGkQ7gBAjrVWiXRG0am0ukdjeqqtT08e6tHRvglJ0vbGEn3undfoHVtr1VAWyHO1AAAAAJBFuANgVRiNJvRvr/fruWODGokmNJlIK5pIKZpIKzqV1mQipVgirVTGTn+NMdLOdWX64rs3a8/WGtWG/Xk8AwAAAACYHeEOgBWrcziqp9r69HRbr/Z1jCidsaoo9qg27FfA41RlsVcBr0tFHqcCHpcCHqeKvC753U6VFrl1W0sl8+MAAAAAWPYIdwCsGNZaHewe09NtfXq6rU+v945LkjZUF+s/39GkezfXaFtdWA6HyXOlAAAAALBwCHcALFvWWrUPTmpoIqFYMq1YIq14Mq1oIq1Y8ux2SrFERmOxpH56fFC9kbgcudupfv++Tbp3c7XWlhfl+1QAAAAAYNEQ7gBYNqy1OjEwqRfbh/RC+5B+1j6kwYnEJb/GYaSAxyW/x6kbGkt17+Zq3X1NlUqLPEtUNQAAAADkF+EOgLyx1qpjKKoXTgzpxfbso398SpJUE/LpLa2V2tVUprqSgPye7FLjAU92Thy/2ymfxyGP0yFjuM0KAAAAwOpFuANgSYxMJtQ+OKmTg5M6OTih9oFJvXJ6VL2RuCSpMujV7qZy7W4u1+6mcq0tDxDaAAAAAMAcEO4AWFD9kbj2dYxkA5zpMGdSo9Hk9D4uh1FjWUA3rCudDnSaKooIcwAAAADgChDuALhqJwcntfdwr/Ye7tUrp0en22vDPq2vKNJ919ZqfUWRmiqLtL6iWPWlfrmdjjxWDAAAAAArB+EOsMolUhl1jURVXuRVyO+a0+gZa60OdUe093Cvnmrr1dG+CUnS1rqQfvveDbpzY5Waq4oU8PARAwAAAACLjSsvYJVJZ6wOdY/p+RNDev7EoF7qGFEsmZYk+dwOVYd804+akPe818l0Rk+39enptj51j8bkMNJN68v04Ls3621balRX4s/z2QEAAADA6kO4A6xwmYzV0f5xPX98SM+fGNLPTg5pPJ6SJLVWFeuXbqzXlrqwIrGkesfi6hufUl8krgNdo3pqLK6pVOa843ldDr2ltVKfuadVb91UrTKWHAcAAACAvCLcAVaQdMbq9HBUR/vGdbR3XEd6I/pZ+7CGJhOSpLXlAb1rW612N1doV1OZqoK+Sx7PWqtILKW+8bh6x+JKZTLa1VTO7VYAAAAAsIxwhQYUoEzGqns0pmP943qjd0LH+sb1Rt+4jvdPnDfSpr7Urzs2VGaXF28uV31pYF7fxxijcMCtcMCtDdXBhT4NAAAAAMACINwBCkQ8mdbzJwb15KFe/ehIv4Zzo3EkqSbk04aaoHY3lWtDTVAbqoNqrSpWkZe/4gAAAACw0nHlByxj4/GkfvzGgPYe7tUzr/drMpFW0OvS3ZuqdNP6Mm2sDqq1Oqiw353vUgEAAAAAeUK4AywzgxNT+lFbn/Ye7tVPjw8pkc6ootijX7i+Tnu2VOuW5gp5XI58lwkAAAAAWCYId4A8SaUzOjUc1fH+CR3vn9CJ/gkd65/Q4TNjylipocyvD+1eqz1ba7SjsVROh8l3yQAAAACAZYhwB1hkmYzV8YEJHemJTAc5x/sn1DE0qWTaTu9XE/KppapYn7y7VXu2VGtzbUjGEOgAAAAAAC6NcAdYYGOxpF7tHNX+UyPaf3pEr3aOajyekiQ5jLS2vEjNlcV666ZqtVQVq6WqWM2VRQr6mDcHAAAAADB/hDvAVchkrNoHJ7X/9Mh0mHOsf0LWSsZIG6uDevd1a7SjsVTX1oW1riIgr8uZ77IBAAAAACsI4Q4wR+mMVfvAhA6dGdOh7ogOdY+p7UxE41PZUTkhn0vbG0v1rm3ZMOe6hjCjcQAAAAAAi45wB5hFOmP1em9Eh7sjuTBnTG09EcWTGUmSz+3QptqQ3rO9TtfWhbVjbYmaKorlYNJjAAAAAMASI9wBlL296mj/uJ4/PqQX2of0Yvv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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting student loans over gdp\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(new_df.index, new_df[\"VALUES\"].values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#logistic curve function that we will be fitting to data. \n",
    "# a, b, and c are the values of the function that will change.\n",
    "def logistic_curve(x, a, b, c):\n",
    "    return a / (1.0 + (b * np.exp(-c * x)))\n",
    "\n",
    "#code for fitting the curve either to the 2008 data or 2020 data and displaying curve equation and graphs.\n",
    "#The After_2008 variable is for defining if we should use pre-2008 data, or 2008-2020 data.\n",
    "def get_student_loans_curve(After_2008):\n",
    "    \n",
    "    if After_2008 == True:\n",
    "        new_split_df = new_df[(new_df.index.year > 2008)]\n",
    "    else:\n",
    "        new_split_df = new_df[(new_df.index.year <= 2008)]\n",
    "        \n",
    "    new_split_df.dropna(inplace=True)\n",
    "\n",
    "    xdata = new_split_df.reset_index().index.values\n",
    "    ydata = new_split_df[\"VALUES\"].values\n",
    "#     popt, pcov = curve_fit(logistic_curve, xdata, ydata)\n",
    "\n",
    "    if After_2008 == True:\n",
    "        popt = np.load('2020 logistic curve.npy')\n",
    "    else:\n",
    "        popt = np.load('2008 logistic curve.npy')\n",
    "        \n",
    "    display(Markdown(f'<span style=\"color:blue; font-weight: bold\">y = {popt[0]} / (1.0 + {popt[1]} * e^-{popt[2]}x)</span>'))\n",
    "    \n",
    "    if After_2008 == True:\n",
    "        x = np.linspace(-10, 52, 100)\n",
    "    else:\n",
    "        x = np.linspace(-10, 70, 100)\n",
    "    y = logistic_curve(x, *popt)\n",
    "\n",
    "    plt.figure(figsize=(20,10))\n",
    "    \n",
    "    \n",
    "    plt.plot(xdata, ydata, 'o', label='Actual Student Loans / GDP')\n",
    "    plt.plot(x,y, label='Best Fit Logistic Curve')\n",
    "    \n",
    "    if After_2008 == True:\n",
    "        plt.xticks(np.arange(0, 44, 4), new_split_df.index.date[0::4], rotation=25, fontsize=15)\n",
    "    else:\n",
    "        plt.xticks(np.arange(0, 62, 4), new_split_df.index.date[0::4], rotation=25, fontsize=15)\n",
    "        \n",
    "    \n",
    "    plt.yticks(fontsize=15)\n",
    "    \n",
    "    plt.ylabel(\"Percent of Total GDP\", fontsize=20)\n",
    "    \n",
    "    if After_2008 == True:\n",
    "        plt.ylim(0, 6.5)\n",
    "    else:\n",
    "        plt.ylim(0, 1.2)\n",
    "        \n",
    "    plt.legend(loc='upper left', fontsize=15)\n",
    "\n",
    "    if After_2008 == True:\n",
    "        plt.title(\"Student Loans over Total GDP (2009 Q1 - 2019 Q3):\", fontsize=25)\n",
    "        plt.savefig('Student Loans over Total GDP (2009 Q1 - 2019 Q3).png', dpi=80, bbox_inches='tight', pad_inches=0.1)\n",
    "    else:\n",
    "        plt.title(\"Student Loans over Total GDP (1993 Q4 - 2008 Q4):\", fontsize=25)\n",
    "        plt.savefig('Student Loans over Total GDP (1993 Q4 - 2008 Q4).png', dpi=80, bbox_inches='tight', pad_inches=0.1)\n",
    "        \n",
    "    plt.show()\n",
    "    \n",
    "    cc_ydata = popt[0] - ydata\n",
    "    \n",
    "    plt.figure(figsize=(20,10))\n",
    "    plt.plot(xdata, cc_ydata, 'o', label='Carrying Capacity minus Actual')\n",
    "    plt.plot(x,x*0, color='000', label='Carrying Capacity')\n",
    "    plt.plot(x, popt[0] - y, label='Inversed Logistic Fit Curve')\n",
    "    \n",
    "    if After_2008 == True:\n",
    "        plt.xticks(np.arange(0, 44, 4), new_split_df.index.date[0::4], rotation=25, fontsize=15)\n",
    "    else:\n",
    "        plt.xticks(np.arange(0, 62, 4), new_split_df.index.date[0::4], rotation=25, fontsize=15)\n",
    "        \n",
    "    plt.yticks(fontsize=15)\n",
    "\n",
    "    \n",
    "    plt.ylabel(\"Distance from Carrying Capacity\", fontsize=20)\n",
    "\n",
    "    \n",
    "    if After_2008 == True:\n",
    "        plt.ylim(-0.2, 5.5)\n",
    "    else:\n",
    "        plt.ylim(-0.2, 1)\n",
    "    \n",
    "    plt.legend(loc='upper left', fontsize=15)\n",
    "    if After_2008 == True:\n",
    "        plt.title(\"Inverted Student Loans over Total GDP (2009 Q1 - 2019 Q3):\", fontsize=25)\n",
    "    else:\n",
    "        plt.title(\"Inverted Student Loans over Total GDP (1993 Q4 - 2008 Q4):\", fontsize=25)\n",
    "        plt.savefig('Inverted Student Loans over Total GDP (1993 Q4 - 2008 Q4).png', dpi=80, bbox_inches='tight', pad_inches=0.1)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    return xdata, ydata, popt, x, y, cc_ydata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Miniconda3\\lib\\site-packages\\ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color:blue; font-weight: bold\">y = 0.7867077713397918 / (1.0 + 14.734708932958904 * e^-0.13659016925304338x)</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#get logistic curve regression for 2008 data\n",
    "xdata_2008, ydata_2008, popt_2008, x_2008, y_2008, cc_ydata_2008 = get_student_loans_curve(After_2008=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Miniconda3\\lib\\site-packages\\ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color:blue; font-weight: bold\">y = 6.063679268603482 / (1.0 + 3.922497501988371 * e^-0.12294867390012947x)</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#get logistic curve regression for 2020 data\n",
    "xdata, ydata, popt, x_line, y_line, cc_ydata = get_student_loans_curve(After_2008=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# np.save('2008 logistic curve', popt_2008)\n",
    "# np.save('2020 logistic curve', popt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\frac{2.92430553511122 e^{- 0.122948673900129 x}}{\\left(1.0 + 3.92249750198837 e^{- 0.122948673900129 x}\\right)^{2}}$"
      ],
      "text/plain": [
       "2.92430553511122*exp(-0.122948673900129*x)/(1.0 + 3.92249750198837*exp(-0.122948673900129*x))**2"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = Symbol('x')\n",
    "y = 6.063679268603482 / (1.0 + 3.922497501988371 * exp(-0.12294867390012947 * x))    \n",
    "y_diff = y.diff(x)\n",
    "y_diff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_diff = lambdify(x, y_diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def eulers_method(fc_out):\n",
    "    global xdata\n",
    "    global ydata\n",
    "    global cc_ydata\n",
    "    \n",
    "    for i in range(0, fc_out):\n",
    "        new_x = len(xdata)\n",
    "        xdata = np.append(xdata, new_x)\n",
    "        ydata = np.append(ydata, ydata[-1] + y_diff(new_x))\n",
    "        cc_ydata = np.append(cc_ydata, popt[0] - ydata[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "eulers_method(fc_out=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47],\n",
       "      dtype=int64)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.02044198, 1.07476912, 1.27052036, 1.5904407 , 1.68298424,\n",
       "       1.77404034, 2.14842694, 2.38690209, 2.70788733, 2.77856059,\n",
       "       3.03229572, 3.13208782, 3.31711003, 3.45767158, 3.70425913,\n",
       "       3.80373624, 4.01480037, 4.09047378, 4.27375375, 4.30551485,\n",
       "       4.54001873, 4.54197289, 4.70057625, 4.74090853, 4.93368115,\n",
       "       4.94726913, 5.10526929, 5.17505344, 5.3719811 , 5.37169292,\n",
       "       5.51213466, 5.52495506, 5.66446371, 5.67392114, 5.78010457,\n",
       "       5.75121329, 5.8603565 , 5.80995474, 5.90065366, 5.91579862,\n",
       "       6.01725868, 5.99030462, 6.09436757, 6.10858869, 6.12122135,\n",
       "       6.13243723, 6.14239069, 6.15122026])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ydata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.04323729,  4.98891015,  4.79315891,  4.47323857,  4.38069503,\n",
       "        4.28963893,  3.91525232,  3.67677718,  3.35579194,  3.28511868,\n",
       "        3.03138355,  2.93159145,  2.74656923,  2.60600769,  2.35942014,\n",
       "        2.25994303,  2.0488789 ,  1.97320549,  1.78992552,  1.75816442,\n",
       "        1.52366054,  1.52170638,  1.36310302,  1.32277074,  1.12999812,\n",
       "        1.11641013,  0.95840997,  0.88862583,  0.69169817,  0.69198635,\n",
       "        0.5515446 ,  0.53872421,  0.39921556,  0.38975813,  0.28357469,\n",
       "        0.31246597,  0.20332276,  0.25372453,  0.16302561,  0.14788065,\n",
       "        0.04642058,  0.07337465, -0.0306883 , -0.04490942, -0.05754209,\n",
       "       -0.06875797, -0.07871142, -0.08754099])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cc_ydata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(xdata[:-5], cc_ydata[:-5], 'o', label='Real World. (2009 Q1 - 2019 Q3)')\n",
    "plt.plot(xdata[-5:], cc_ydata[-5:], 'o', label='Predicted Rec. (2019 Q4 - 2020 Q4)')\n",
    "plt.plot(x_line, popt[0] - y_line, label='logistic fit')\n",
    "plt.plot(x_line,x_line*0, color='000', label='CC')\n",
    "\n",
    "new_split_df = new_df[(new_df.index.year > 2008)]\n",
    "\n",
    "xlabels = pd.to_datetime(new_split_df.index.append(pd.Index([\"2019-10-01\", \"2020-01-01\", \"2020-04-01\", \"2020-07-01\", \"2020-10-01\"])))\n",
    "plt.xticks(np.arange(0, 48, 4), xlabels.date[0::4], rotation=25, fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "\n",
    "\n",
    "plt.ylim(-0.2, 6)\n",
    "plt.ylabel(\"Distance from Carrying Capacity\", fontsize=20)\n",
    "\n",
    "plt.legend(loc='best', fontsize=15)\n",
    "plt.title(\"Inverted Student Loans over Total GDP (2009 Q1 - 2020 Q4):\", fontsize=25)\n",
    "plt.savefig('Inverted Student Loans over Total GDP (2009 Q1 - 2020 Q4).png', dpi=80, bbox_inches='tight', pad_inches=0.1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_rec_prob = pd.read_csv(\"final_rec_prob.csv\", header=0, parse_dates=['DATE'])\n",
    "final_rec_prob = final_rec_prob.set_index('DATE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "rec_prob_2008 = final_rec_prob[(final_rec_prob.index.year >= 2007) & (final_rec_prob.index.year <= 2008)].values.reshape(1, -1)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "rec_prob_2020 = final_rec_prob[(final_rec_prob.index.year >= 2019) & (final_rec_prob.index.year <= 2020)].values.reshape(1, -1)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "sloans_2008 = popt_2008[0] - ydata_2008[-8:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "sloans_2020 = cc_ydata[-8:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def exponential_curve(x, a, b):\n",
    "    return a * np.exp(b * x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2008 regression model\n",
    "\n",
    "model_2008 = Model(exponential_curve)\n",
    "\n",
    "params = model_2008.make_params(a=0, b=0)\n",
    "\n",
    "result_2008 = model_2008.fit(rec_prob_2008, params, x=sloans_2008)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[Model]]\n",
      "    Model(exponential_curve)\n",
      "[[Fit Statistics]]\n",
      "    # fitting method   = leastsq\n",
      "    # function evals   = 23\n",
      "    # data points      = 8\n",
      "    # variables        = 2\n",
      "    chi-square         = 1092.50472\n",
      "    reduced chi-square = 182.084119\n",
      "    Akaike info crit   = 43.3342936\n",
      "    Bayesian info crit = 43.4931767\n",
      "[[Variables]]\n",
      "    a:  24.7089712 +/- 5.15128906 (20.85%) (init = 0)\n",
      "    b: -10.4929625 +/- 1.81945323 (17.34%) (init = 0)\n",
      "[[Correlations]] (unreported correlations are < 0.100)\n",
      "    C(a, b) =  0.899\n"
     ]
    }
   ],
   "source": [
    "print(result_2008.fit_report())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 2008 model p-value = 0.0\n"
     ]
    }
   ],
   "source": [
    "print(f\" 2008 model p-value = {1 - chi2.cdf(result_2008.chisqr, result_2008.nfree)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_2008_x_line = np.linspace(-0.2, 0.05, 100)\n",
    "model_2008_y_line = model_2008.eval(x=model_2008_x_line, a=result_2008.params['a'].value, b=result_2008.params['b'].value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2008 recession probability = 24.708971185569812 * e^(-10.492962541789721x)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(f'2008 recession probability = {result_2008.params[\"a\"].value} * e^({result_2008.params[\"b\"].value}x)')\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(sloans_2008, rec_prob_2008, 'o', label=\"2008 Data\")\n",
    "plt.plot(model_2008_x_line, model_2008_y_line, label=\"Exponential Curve Fit\")\n",
    "\n",
    "plt.xlabel(\"2008 Inverted Student Loans over Total GDP\", fontsize=20)\n",
    "plt.ylabel(\"Probability of Recession\", fontsize=20)\n",
    "\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "\n",
    "\n",
    "plt.ylim(0, 125)\n",
    "\n",
    "plt.legend(loc='best', fontsize=15)\n",
    "plt.title(\"2008 Inverted Student Loans over Total GDP vs. Probability of Recession\", fontsize=25)\n",
    "plt.savefig('2008 Inverted Student Loans over Total GDP vs. Probability of Recession.png', dpi=80, bbox_inches='tight', pad_inches=0.1)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2020 regression model\n",
    "\n",
    "model_2020 = Model(exponential_curve)\n",
    "\n",
    "params = model_2020.make_params(a=0, b=0)\n",
    "\n",
    "result_2020 = model_2020.fit(rec_prob_2020, params, x=sloans_2020)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[Model]]\n",
      "    Model(exponential_curve)\n",
      "[[Fit Statistics]]\n",
      "    # fitting method   = leastsq\n",
      "    # function evals   = 22\n",
      "    # data points      = 8\n",
      "    # variables        = 2\n",
      "    chi-square         = 47.8483959\n",
      "    reduced chi-square = 7.97473264\n",
      "    Akaike info crit   = 18.3087684\n",
      "    Bayesian info crit = 18.4676515\n",
      "[[Variables]]\n",
      "    a:  13.0975559 +/- 1.18871217 (9.08%) (init = 0)\n",
      "    b: -23.2860830 +/- 1.18406454 (5.08%) (init = 0)\n",
      "[[Correlations]] (unreported correlations are < 0.100)\n",
      "    C(a, b) =  0.981\n"
     ]
    }
   ],
   "source": [
    "print(result_2020.fit_report())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 2020 model p-value = 1.2669625792938177e-08\n"
     ]
    }
   ],
   "source": [
    "print(f\" 2020 model p-value = {1 - chi2.cdf(result_2020.chisqr, result_2020.nfree)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_2020_x_line = np.linspace(-0.1, 0.08, 100)\n",
    "model_2020_y_line = model_2020.eval(x=model_2020_x_line, a=result_2020.params['a'].value, b=result_2020.params['b'].value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020 recession probability = 13.09755589976239 * e^(-23.286083003397874x)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(f'2020 recession probability = {result_2020.params[\"a\"].value} * e^({result_2020.params[\"b\"].value}x)')\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(sloans_2020, rec_prob_2020, 'o', label=\"2020 Data\")\n",
    "plt.plot(model_2020_x_line, model_2020_y_line, label=\"Exponential Curve Fit\")\n",
    "\n",
    "plt.xlabel(\"2020 Inverted Student Loans over Total GDP\", fontsize=20)\n",
    "plt.ylabel(\"Probability of Recession\", fontsize=20)\n",
    "\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "\n",
    "plt.ylim(0, 125)\n",
    "\n",
    "plt.legend(loc='best', fontsize=15)\n",
    "plt.title(\"2020 Inverted Student Loans over Total GDP vs. Probability of Recession\", fontsize=25)\n",
    "plt.savefig('2020 Inverted Student Loans over Total GDP vs. Probability of Recession.png', dpi=80, bbox_inches='tight', pad_inches=0.1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_gdp_df = pd.read_csv(\"final_gdp.csv\", header=0, parse_dates=['DATE'])\n",
    "final_gdp_df = final_gdp_df.set_index('DATE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#2020 Q1 gdp\n",
    "gdp_2020_amt = np.long(final_gdp_df.values[-6] * 1000000000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.121221353849654"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#percent student loans take up of 2020 Q1\n",
    "ydata[-4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2020 Q1 student loans amount\n",
    "student_loan_2020_amt = np.long(ydata[-4] / 100 * gdp_2020_amt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Elizabeth Warren\n",
    "warren_student_loan_decrease = 640000000000\n",
    "\n",
    "# Pete Buttigieg\n",
    "buttigieg_student_loan_decrease = 540000000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def student_loan_policy_results(student_loan_decrease):\n",
    "    \n",
    "    final_student_loans = student_loan_2020_amt - student_loan_decrease\n",
    "    gdp_increase = student_loan_decrease / student_loan_2020_amt * 108000000000\n",
    "    \n",
    "    final_gdp = gdp_2020_amt + gdp_increase\n",
    "    \n",
    "    final_ydata = final_student_loans / (final_gdp) * 100\n",
    "    final_cc_ydata = popt[0] - final_ydata\n",
    "    \n",
    "    output = model_2020.eval(x=final_cc_ydata, a=result_2020.params['a'].value, b=result_2020.params['b'].value)\n",
    "    \n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Probability of recession with Elizabeth Warren's student loan plan = 1.735450554062054e-29%\n"
     ]
    }
   ],
   "source": [
    "print(f\" Probability of recession with Elizabeth Warren's student loan plan = {student_loan_policy_results(warren_student_loan_decrease)}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Probability of recession with Pete Buttigieg's student loan plan = 9.744742150010014e-25%\n"
     ]
    }
   ],
   "source": [
    "print(f\" Probability of recession with Pete Buttigieg's student loan plan = {student_loan_policy_results(buttigieg_student_loan_decrease)}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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